Clarifi vs Kaarobar: COD Profit & Ops
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 14, 2026 for Clarifi, Nov 6, 2026 for Kaarobar.
The short answer
- Both list a free plan. Paid plans start at $19.99/month for Clarifi and $7.99/month for Kaarobar.
- Kaarobar lists 8 features Clarifi’s listing doesn’t mention, including Cash flow, COGS tracking, Historical data import.
Head to head
Momentum
New reviews each month
Review pace is the clearest public read on how fast an app is winning new merchants.
Free
- · 30-day data retention
- · Basic dashboard
- · Top 5 products by profit
- · Up to 50 orders/month
Pro
- · AI-powered insights
- · Accounting sync
- · All products with filters
- · Break-even analysis
- · CSV/PDF export
- · Full dashboard + trends
Business
- · Ad sync custom rules
- · Custom cost categories
- · Customizable email reports
- · Everything in Pro
- · Marketing attribution
- · Multi-store dashboard (up to 5)
Free
- · COD reconciliation vs courier payout
- · Delivered, in transit, RTO & lost view
- · Insights that flag where money is lost
- · True net profit on every COD order
- · Up to 500 orders / month
Starter
- · Book shipments, print CN & loadsheet
- · Everything in Free
- · Expenses, payables & profit breakdown
- · GST & WHT tax analytics for Pakistan
- · NDR handling: reattempt, hold, return
- · Repeat-RTO & fraud customer flags
Pro
- · COD settlement reconciliation
- · Everything in Starter
- · Expenses, payables & profit breakdown
- · GST & WHT tax analytics for Pakistan
- · Revenue dashboards mislead cash on deliv
- · Up to 2,500 orders / month
Business
- · Consolidated P&L, COD & tax by store
- · Cross-store customer risk flags
- · Everything in Pro
- · Multi-store workspace, one login
- · Priority support with onboarding
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureClarifi calculates net profit automatically for every order and product. It tracks all costs: product costs, transaction fees, payment processing, shipping, taxes, and ad spend. Open the app to see net revenue, total costs, net profit, and margin instantly. A traffic light system shows which products make money and which lose money.
Revenue dashboards mislead cash on delivery stores: a returned order still shows as a sale, but it cost you delivery both ways and packaging. Kaarobar shows the net profit of every order after product cost, courier charges, returns, overheads, GST and withholding tax.
- Real-time profit dashboard with expense breakdown per order
- AI explains WHY your profit changed every week
- Auto-sync P&L to QuickBooks and Xero automatically
- Find money-losing products with traffic light margins
- See true net profit per order after COGS, courier, RTO, tax, overheads
- Reconcile COD: match courier remittances to orders, catch delivered-but-unpaid
- Returns and RTO control: scan returned parcels, flag missing and aging stock
- Flag repeat-RTO and fraud-risk customers before you ship
All the numbers
Every figure, side by side
A green dot marks the app ahead on a measured figure. Estimates, gaps and apps that leave no storefront trace never take the lead.
Adoption
| Measure |  Clarifi |  Kaarobar |
|---|---|---|
| Detected stores | Not published | Not published |
| Net store change, 28 days | 0 | 0 |
| Stores added, 28 days | Not enough data | Not enough data |
| Big-brand share | Not enough data | Not enough data |
| Top store categories | Not published | Not published |
| Top store countries | Not published | Not published |
Reviews
| Measure | Clarifi | Kaarobar |
|---|---|---|
| App Store rating | Not published | 5.0 ★ |
| App Store reviews | Not published | 2 |
| New reviews, 28 days | Not enough data | Not enough data |
| Reviewers a year or more in | Not enough data | Not enough data |
FAQ
Clarifi and Kaarobar: common questions
- Is Clarifi or Kaarobar cheaper?
- Both list a free plan. Paid plans start at $19.99/month for Clarifi and $7.99/month for Kaarobar. Shoplist compares base prices only between monthly plans in the same currency; usage charges and annual plans vary, so check each plan’s limits.
- What features does each app list that the other doesn’t?
- Clarifi lists 7 the others don’t mention, such as Custom reports, Daily sales summary, Error resolution, Expense tracking. Kaarobar lists 8 the others don’t mention, such as Cash flow, COGS tracking, Historical data import, Order details. A feature missing from a listing may still be supported; this compares what each App Store listing says.
- Where does this comparison’s data come from?
- Shoplist crawls Shopify storefronts to detect which apps each store runs, and reads each app’s Shopify App Store listing for reviews, pricing, features and integrations. Store counts are as of Oct 14, 2026 for Clarifi, Nov 6, 2026 for Kaarobar; estimated figures are labeled.
How Shoplist compares apps
Store counts come from Shoplist’s crawl of Shopify storefronts, which detects the apps each store runs; they are as of Oct 14, 2026 for Clarifi, Nov 6, 2026 for Kaarobar. Reviews, ratings, plans, features and integrations come from each app’s Shopify App Store listing. 28-day figures are labeled when estimated, and a figure that is missing or estimated never decides who leads. Read the methodology.